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Record W6942557078 · doi:10.14288/1.0381012

2006 Census of Canada - Selected Characteristics for Housing - Vancouver, Toronto CMAs at the Census Tract (CT) Level [custom tabulation] 004

2019· dataset· en· W6942557078 on OpenAlexaboutno aff

Bibliographic record

VenueOpen Collections · 2019
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsCensusCensus tractTable (database)Household incomeOrder (exchange)Demographic statistics

Abstract

fetched live from OpenAlex

<p>This dataset includes two tables which were custom ordered from Statistics Canada. One table includes variables on housing characteristics (condominium status, total number of bedrooms, structural type and tenure), and households (household size, household type, age of primary household maintainer). One table includes information on shelter cost to income ratio and total shelter cost by tenure, household type, and household income. </p> <p>The dataset is in Beyond 20/20 (.ivt) format. The Beyond 20/20 browser is required in order to open it. This software can be freely downloaded from the Statistics Canada website: <br /> https://www.statcan.gc.ca/eng/public/beyond20-20 (Windows only). <br /> For information on how to use Beyond 20/20, please see: <br /> http://odesi2.scholarsportal.info/documentation/Beyond2020/beyond20-quickstart.pdf <br /> https://wiki.ubc.ca/Library:Beyond_20/20_Guide</p> <p><b>Custom order from Statistics Canada</b></p> <p><b>TABLE 3 includes the following dimensions and variables:</b></p> <p>Geography: Toronto CMA & Vancouver CMA to the census tract level</p> <p>Age of Household maintainer: Age groups are divided into 9 year intervals starting at age 15 and ending at category 75 and above</p> <p>Condominium status: Condominium, not a condominium</p> <p>Tenure: Owner, renter</p> <p>Household size: From one person up to 5 or more persons</p> <p>Structural type: <br /> -Single detached house<br /> -Apartment with 5 or more stories<br /> -Other dwelling<br /> -Semi-detached house<br /> -Row house<br /> -Apartment, detached duplex<br /> -Apartment, building with fewer than 5 stories <br /> -Other single attached house<br /> -Movable dwelling</p> <p>Total number of bedrooms: From no bedrooms to 4 or more bedrooms</p> <p>Household type: <br /> -Census-family households <br /> -With children <br /> -Without children <br /> -Multiple census-family households<br /> -Non-census family household</p> <p><b>TABLE 4 includes the following dimensions and variables:</b></p> <p>Geography: Toronto CMA, Vancouver CMA</p> <p>Total Shelter cost: under $500 to over $3000 in intervals ranging from $250 to $500</p> <p>Tenure: Owner (with and without mortgage), renter</p> <p>Household type: <br /> -Census-family households<br /> -One-family households<br /> -Couple family households<br /> -With children <br /> -Without children <br /> -Lone-parent households<br /> -Multiple census-family households<br /> -Non-census-family households<br /> -One person households<br /> -Two person households</p> <p>Shelter cost to income ratio: less than 15%, 15-30%, 30-50%, 50% or more, not applicable</p> <p>Household income: in intervals of 10,000 up to the category of $100,000 or more</p> <p>Original file name:<br /> EO2969 - Table 3 Tenure and dwelling_Toronto and Vancouver 2006.ivt<br /> EO2969 - Table 4 (Part 1) Cost income household_Toronto and Vancouver_2006.ivt</p>

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.174
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0050.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.040
GPT teacher head0.283
Teacher spread0.242 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2019
Admission routes1
Has abstractyes

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